{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#本章需导入的模块\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import warnings\n",
    "warnings.filterwarnings(action = 'ignore')\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "plt.rcParams['font.sans-serif']=['SimHei']  #解决中文显示乱码问题\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "from sklearn.model_selection import train_test_split,KFold,cross_val_score\n",
    "from sklearn import tree\n",
    "import sklearn.linear_model as LM\n",
    "from sklearn import ensemble\n",
    "from sklearn.datasets import make_classification,make_circles,make_regression\n",
    "from sklearn.metrics import zero_one_loss,r2_score,mean_squared_error,accuracy_score\n",
    "import xgboost as xgb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x202614bf788>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "N=1000\n",
    "X,Y=make_regression(n_samples=N,n_features=10,random_state=123)\n",
    "X_train, X_test, Y_train, Y_test = train_test_split(X,Y,train_size=0.70, random_state=123)\n",
    "\n",
    "B=300\n",
    "dt_stump = tree.DecisionTreeRegressor(max_depth=1, min_samples_leaf=1)\n",
    "Loss=['linear', 'square', 'exponential']\n",
    "LossName=['线性损失','平方损失','指数损失']\n",
    "Lines=['-','-.','--']\n",
    "plt.figure(figsize=(9,6))\n",
    "for lossname,loss,lines in zip(LossName,Loss,Lines):\n",
    "    TrainErrAdaB=np.zeros((B,))\n",
    "    TestErrAdaB=np.zeros((B,))\n",
    "    adaBoost = ensemble.AdaBoostRegressor(base_estimator=dt_stump,n_estimators=B,loss=loss,random_state=123)\n",
    "    adaBoost.fit(X_train,Y_train)\n",
    "    for b,Y_pred in enumerate(adaBoost.staged_predict(X_train)):\n",
    "        TrainErrAdaB[b]=1-r2_score(Y_train,Y_pred) \n",
    "    for b,Y_pred in enumerate(adaBoost.staged_predict(X_test)):\n",
    "        TestErrAdaB[b]=1-r2_score(Y_test,Y_pred)\n",
    "    plt.plot(np.arange(B),TrainErrAdaB,linestyle=lines,label=\"%s(训练)\"%lossname,linewidth=0.8)\n",
    "    plt.plot(np.arange(B),TestErrAdaB,linestyle=lines,label=\"%s(测试)\"%lossname,linewidth=2)\n",
    "plt.title(\"AdaBoost回归树在不同损失函数下的误差变化\",fontsize=15)\n",
    "plt.xlabel(\"弱模型个数\",fontsize=12)\n",
    "plt.ylabel(\"误差\",fontsize=12)\n",
    "plt.legend()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "说明：基于模拟数据对比不同损失函数下的训练误差和测试误差\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
